{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": 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0NDz6aKqPMjP+WsGpyK30+LE9t/QeTtmyBzHmRsqVO8RbI+cx9O+hAVDc9wz9eyjzds6zLtxO3vN2XjmfzyaTvPgi3Hqr5Q2QFmXKQNWq5z1tLicGDBiPwzEpxQayFH8LmcFbS5xTU6ZHrOf49tt0/23NWrpejpcriL6IktcKHCLsbtGzqN78am7WZOcQ5kbOVdGhRTU3cq4EKa9t/pt8/731d/HGGxnX7dJFKlhQSkryv14+JDy8hYoUuS1FXvLfPpkYsQbcIPoqZdmwStK0aed3ZKUGJpeAS5IxubMuO4cwN3Kumr8ULoFtVP/rbN4s5csnXX+9lJiYcf1x4yyTsnKl/3XzIfHxSdq06cgl+eeMK+EckG1YfcCePdKBA5dkwwFBO2GMZVQdwYIOgtTnZi87+va1fhIXp759A62ZTXYTFyfVqiUVK2bNn3rCiRPS0qVSQoJ/dctGes/tLUoheWmP7DnWi0lIgBYtrN1ZSSn3JFSoUArC4i1z4wgGVxKEnaZChZIBUtbHRETw08wPzl92fzCMeZFzL+ugGjaZJFcu6NYNxo615k89oVAhaNLE2jRwmVCq1EM88cT3qZbN2zmPz5d/Dmc46G2/tmG9mNBQGDAAFiy4xKB0eGselJoJYfdAvuFQqAKU+sPKvwKYt3MenVa8ReGe1vU7q4vw0MQHszaJb3P5ERdn7VB87jm47Tbv2q5eDa+9dln4s65eHcOhQ/uJiTl1Sdm8nfNoP6k9p+NPQzQHvO3bNqyp0bEjPPUUvPMOzJx5PrtAzeW8+dofVCjyKxQeC9G76dxlDAVqXhknwC4/sJyy+ctSrWoTnPfczYmCuehXpzvLD1wZn8/GAzZtgquugjlzMtd+yxZ4/31Ys8a3evmBmTPDgEV88MHzl5QtP7CcN1u8SYIrIXOdezt3kFOTT+dYJenMGWuOqWjRVOeYhv0wXbyKunyahvPbZYgrMlIH6lXVnInvKiExXmWHl1WrUa0CrZZNdhETI9WsKRUvnuoag0fs32/Ny7//vm918wMNGyaqceO0y/vM7SNHP4ftx+pT8ua1/FvvvBPy57+k+MX2bQiiLNO2Tw6Acv7B/PorpVZv4+Z69xMSHEr3Jt35d908Niz7LdCq2WQH3brB5s0wbhyUKpW5PkqXtgIc5XB/1iVL9rBiRTGqV5+WZp35u+dTv1T9TPVvG9b0qF4dvvsOwsMvmTMKDnJQ+fj1HPpzGjv2XBlHuxwb+xWJtWpClSoAdLmmI+tGGKJevfRRyeYK47vvYPRo6N0bbrkla321bAkLF+boedb4+CSqVLmXjh1rpFoelxjH0n1LaVmhZab6tw2rJ+zbBw0bwoyUx7fcVrkJbHfx1c+X/4ju8LY1FF61hb8bXYgnXqBAcda3qU+Tv3dzYMPSAGpn43fWrbNiZfTpk/W+WrWC3Llhz56s9+UnWrasxLZt33HzzVVSLXfKyfDbhvNQrYcyJ8DbuYOcmnw+x5qc2FipTh2pSBHLx9VN3NkE7T180n9ys5EFPR+WQFvnp4yHsG/9YiU60JHnOgZIM5ts4+xZ3/STmCi5XL7pyw/s2nVKM2fu9VhF7DlWP5EnjzXfGh9vnfaamAhA7lwhlC1+eQf3Pcec+E1MbZifKtffkyK/TK1mBD/0CMXG/QJRUQHSzsYvSFaA6nMr+Lly+abf4GDLXSuH8uab42nduhwzZqQd++CP7X9w4LTXXlbnsQ2rp1SrBl99BYsXw9tvn/dx/Xn23wSVzMfDr/jgESpAHI89zjuFN7JkcDd+GO9IEWRm3DjglVdQbCybJ40ItKpZ4koPMpNa4JB0P98331hnv/2WuamsdOWNGWOFF0y65OCPgLNnT2uKFv2YNm1SnwaITYzlnh/v4cOlHwJQFkp7LcSb4S1QCCuSf8Af/S9Ofp0KSM6zz0r16uncqZTHT50WFYJV6r5bske+H5j9xxcq2Av1/3q58uaV4FkryAz/U9680tix0sOf3Kiyw8sqIeny3a54bu/3rO2zdCUGmTn3eaZvna5Dpw9p0sZJKvxuYU3aOElRZ6MkSS6XS4dOH9KxJXPlyp1bZ1vdoEOn9ut0/GlJktPl1KHThy5JMfExkqQkZ9L5vHP9T90yNYX8uZFzpfHjrb+RZcsCczPS4PhxKThY6tUr7Tp/Rv4pItD0rdMlSQ2sv3XvbGWGFWA+EA4UBvYAK4Hh3gryd8o2wxoXZ6Vkx/1WeuVxmdcL6UzcZWp07rxTiVdVEOROM8jMtH+niQj04z/fBlrbLDF963QRga7UIDOTNk4SEVySXvj9BUlSXGKcwt5AW4qg/WGo2KtW+Ztz3pQkHT1zNNX2g/8aLEmKPBGZavmTvz6Z8n4eOGD9jQwdGpD7kBa9ey8VzNPSpWkHW3r7z7fl6Oc4/88oM4Y1wzOvjDGrJdUzxnQGyknqa4xZJ6mO18NjP+L1mVeZISIC+vW7JPvPex/iltoT6FtpMhGdLj7JO4cTHQ3FikHXrpgPewKvAj8D8UBerJPJ38fpKs4PLYtQf1c8NXbGYByX4SxSGt8fffteMfEQ4pPi6fhLRyZumsjtVW7nrmpWkNHaJWrTonwLklxJrOp6Hw1HTmfq5905WL8aAPVL1adJ2SbEJcYxas2oS/ptUrYJ9UvVJzo+mnHrxp3Pj0mIYeSqkWw7sY3eN/Smf6v+FxrVqAGVKlnnY+UQypR5gMOHl5OQsBuHI/V54Ou/u56OkyPp8ps1x9oQWCF5N2mckeUF1gOlgFlAI3feOm8tuL9Tto1YJWvFE6Q2bSRJR0/GiAJGha6tmX06+IilQ1+SQCdnT1OFChI8554GyO1+fUAFCsyQJC18u6MEWjVuWGCVziy7dyspV6jORe0qPqTIFTdiPfc43ntu77RH5AkJGZ8I4At5zz0n5c/vWcjBbOLw4RhNmLAmzfLYhFiF9A9Rz1k9pWPHpM8+89tUwIPAOuBz93Ul4GdvBfk7Zathlaxb53Cc3+5ave2duvuFdCZuciiLm5bR4fwOORMT9P33LsHVgocEawRdBcXlcFTRyZPxijt9UkfCHNrWtFqg1c4U++9updhgNLfzzRJo7LjXr6jpgLmRcxX2Tpg+/efT89cpPt/mzdLRoz6VV3RoUc3ZMUerDqzSr5t/TSnv99+lp5+2wgleRuw5tUf7ovZJ33wjQaYMqyfPc9Mk1ZHU1T3CjZT0gFfD4iuRF14Alwu+t0KObf5tGlM+HhJgpbwj9vQJ6qzcz5YW1XEEh5Ar1w5gN/ny3YYx11Khwmd8+ul2pk2bScGCoYTmLUBYj9epsnSrFazjMmLjb99Reuo8Nj3WmrpdBwLQ5mQRJrabeMUEmfl779/EJsayL3ofAK2uanXh80VHw113Qdu21njdByw/sJyJ7SZSIqwE9b+qz7HYYynv5+23W6e6FirkE3lZ5aabhvD00z9mWK9cgXKUCS8DP/8MFSpwGO/DBnoyYt0O/A0MAe4ACnhrvVPpszuwAdgIvJRKeQFgGrDWXefJjPrM9hGrZEVWr1btvDP0n0vX6rX3RmS/Hpnkl82/qMoLaNG8MZKskzXy5Dmpw4djU61/ww19VKvKY0rMnVuxT10+GwZcTqfWVsmvw/kdij663zolIn9+qWvXQKvmUxbsWiAiOL9Kfx6XS2rfXgoKkhYu9Llcl8ulMsPKqN3EdpcWOp3Srl0+l+ktZ8645HBcqxo1nk23Xu+5vfXzpp+lU6ek0FDp5Zf9s0FAUhXgEay51juBtcaYTMcEM8bUAroAjYFrgTuNMVUvqtYN2CTpWqAlMMwYE5pZmX6jUyfYuhXWrwfgjkdv473+3XA6XYHVy0N+3vwzx8sUovH1DxMbCxMmwIMPFqR48TyX1HW5hMvlYsP2ULpe15lKpSZwKObyiJEwfe4Iihw+zb/dHyN/0dLgcJBY/1oObl9z7h/5FcGSvUsAaFauWcqCESNg4kQYOBCuv97nco0xtKnShtk7ZpPkushv9bXXrKPlA+zPOnu2weVazZAhw9OsE5sYy5BFQ1i2f5m14JaQAPffnyl5GRpWY0xZ4DrgeqAe1ghyQqakWdQAlkqKlZQELMBaek6OgPzGGAOEASeAnOdp3L49bN8OdSwHidsf7AqPORk7d2WAFfOAhATe+GoL74W3IyQohF69JhAdfQf333881eoOh+Gvvwbw+ecj+Xrtixw6G0+fyTl/6uNs0lle2PgeDwyoRfM+I8/njxryCKWbLybyZGQAtfMti/ctplqRahTNW/RC5urV8NJL1mN5z55+k317lduJio/in33/pCxo2hRiYmDVKr/J9oTJk6FgQcPtt+dNs87ivYtJdCXSsmJL2LDBitTVrFma9dMloyEt4AL+Ae7xdjicRn81gK1AESx/niXAJxfVyQ/Mw5rbiAHaptHXM8AKYEX58uUz9YjgS7bvPy56B6vp268HWpWMmTHDWoCbNk2S1KXLaIWHX6/ExLT9+84xZYpL4QXCVSkEHd2fybid2cQf4wcq5G00Z8ecFPnrDq0TEej7td8HSDPfU/mjyur0a6eUmUePSp06+XTRKjVOxp1UUL8gvfXnWykLDh+2fmdDhvhVfnqcPh2voKAGuuGGCenWe+vPtxTUL+j8Zgmdtl7xxymtWI/r3bBGqUuAMcDT3gq6qM+ngVXAQmAE8MFF5e2ADwADVAF2AuHp9RmQOVbJWvG87z5pgvWlhXdoKkfzIkpKythABZJjHe6XKyzM2uyQCYa++JpmgOa/+qCPNfMhhw/LlT+/Dj1+/yVFSadO6vfqwfrm1ZsDoJh/SHIm6VTcKevC5cp2N6e/dv91fodWCmrWPO+aGAhWrtyvokXbqG/f39Kt1/yb5mr6ddNLAsj4xbBa/RIGtAEGAbuBXd4KSqfvd4CuF+VNB65Pdj0XaJxePwEzrE6nVLGidOutkqSGDzwigtC46QsCo48HJCXE60g+o8UtKkiSli49pIQE76IRuZxOrasUpj1FQ9Tz1Z/0xhu/+kHTrHG285PW/sUtW87njR0rlSlzQHCDNoQGa3zDwgHU0I/cfrt03XXWIowfSX4/y5Y9qLFjU6nUtasUFpajT291upxqPLKxtQPtqaekxx8/X+avEesKrIWrL4HHgQreCkmlz+Lu1/LAFqDQReVfABHu9yWA/UDR9PoMmGGVrOOhjZF279amyH36c9nGwOniAavHfyCBFg9/WU6nSyEhVVS+/BNe97P7m+FygcrnrSlooU8/zTmj9H/nTVKSQZGP33U+b+xYuWMh/E/gUNvQcK0ugb4aExVATX3DOwvf0WuzXrMuli+3/rTvvNP6x+8nLr6fmC4KuSVCPb/8I2XF1aulqVMDYljj45O0fftpj+u7zp6VwsOlJ588n+cvw1rM20496PMvYBOWO9XN7rzngOfc70tj7fRaj+WW9VhGfQbUsEZGWrdy4MDA6eAFX/a9U2tLGp0+flDz5iUKvtbLL8/wvqOkJKlSJUU1bKzbbjsukHr2TJDTGdhYnC6nUytqFdaJPEYn9m47n29MGrEQyBVAbX1D7c9rq/X3ra2pnauusn6Px475VWZasSUIcvhVrjd8/PECQW4NH/5XuvVc5x7/f//dune/XZg28JdhLQAMP7dIBAzDB76svk4BNayS1LKlVKWK5HLpkx+mKPSq4hr965yM22UzTpdTZYaV0b0/3ivJeuoJC7POkcsMB7/+SIOfqKz52xeqSxen4GFVqtRRiYmBM64zV0zQilJofnfrM8bFJeqTTyIFBwQPnzcAQYSqA6ghUzPoMWdzKu6UTITRvCdu1LntuilS374+lXf8uNS/f6ygjKCGIK/7nuYRZa8SXQspyZmUstGqVdIPP/hUD094/PEtCgrqrgMH0h+13jrmVr38x8vWTrH8+VME/c6MYfVk59W3wGmgvTtFA9950O6/Rffu8NhjEB9PmWLFSDhxhM+mZMUrzT+s2bKAIyf3c3/1+zly5Azjxo3nvvviyJcvc/3lf/xphtY4wUcrPmDECMPNN19DqVLXEBQUmEDHic5Eui/ty6O9qtDsXStYyFVXteOFF+4gKKgEUBDLyzA3ThKJCSpE8SazAqKrr1i2fxlCJPZ+y/JVPcc50+qjADOzZ2/j5hA+ghsAACAASURBVJvHUK4c9OmTh+Dg/2HtcD/rrhEHsZWh+ElWHbzIveqbb6BLl/NB4rMDCebNu5q2bT+kVKmwNOvFJMQwb9c88pgQ+PVX6wDRrAb9zsjyAms8yQt0CviI9SLydG+gfC+lc7ZugHC9+qoSihZWVNQRvfDCeAH6+OOsLbT1nfaqXmyDdi23Rujnnqp+/XWDVq7cn1WVvWLljx+o0P9QlSb3a/9+y+Ph3Xdn6403ftWoUU45HPe5YyCsFjwnU6qi8vQPl9OVc+aHvSViXoRMhLHC3MXFXZhj9QFOp+v891m79vOC/HrssdNau9aaY71wP18VPCQT3FYmwqjf/H4pO/rpJ0unJUt8opcnTJ26R7BZo0alX2/m9pkiAs1ZN0UaMOCSADX4aSpgCdAi2fV1wBJvBfk75QjDGh8vTZ4sxcSo9YDBoi/6e/3OQGt1AZdLqlz5vOtLYqJTH344P8tzooe2rtbZIDS/ba3zefHxSQoNra7Q0ObasMH/0wJOp0sLpx1VVGgR9QuuJwjWwIHzLqk3dqxUtOgGQUGFh0/RM5+PUlBvtP7wer/r6C+G/DVEd4y7I2VmFh//4+OlAQPWKk+eevr2W+verF17UOvXH0pRb+xYqUIFa+02NFTKlUtq/PENenXmqyk7PHLEMjeDB2dJL29o3LinIFg7d6Z/Lt0bc95QcP/gC/6rF+Evw1oXa5FpF5ar1WrgWm8F+TvlCMO6cKF1S8eM0c/zVogiqM7dl/pQBoptcydJoGMf+d5Ze+HNVXUmBB3fs/V83tixK1WkyFoVLCgt8KP32fHjscqXr5HaOBrJidFHT67SqlUH06x/9OgZGfOMnnpquQ59MFCxwei7+R/5T8HsIjJS6tkzS3vzt2w5qh49tqtkSQmOKXfuhho2zLMvb/duKU+egcqTp55OnkzFP7pWLem22zKtm7csX75PPXtOzrBes6+b6bqRzaQpU6QzZy4p94thPV/ROkUgXSf9QKYcYVhdLqlSJemmmyRJ+WpdpdbPvhRgpS4w7/HrlWTQkcgNeuihL9WixWAlJflmNLl94RQJFB/RJ0X+zp3S1VdLQUHvqUePiT6RJUmRkScUETHr/HWdandrtEEb77zOo/Z16lgDd5d7FXjwgNY+0y07SXImXVjRdoe50+bNmeorMdGp4OCKgrZq00aaOdP7w1b79v1NFSs+q8OH4y5dwHr+eeuk46Sk1BsHiIELBmrKqDese/f9pTvxfGpYgZfTS94K8nfKEYZVkvr3t27rzp2B1uQStpXMpdVXF5DTKYWFPa7ChX18Ttftt0vFi1+ym+vgwQTlz99CpUp1yPKpyFu3St26SUFBnQX5tGOH9fi2uElpnQ5Fh7au9qifp56SChU6Iudh6xH1q4eqZk2xAPHlii9VZlgZHY45bK1oFy7sse+qyyV98MHfqlHjxfMbRN5+e6qmTMm6H/atY27Vk78+mTLz2LFM7/Tzllde+VU9eqS/0yoFr74qhYRIJy+dNsiMYU3PKyB/BskmNTp2tF7HjAFg/+ET/Dz77wAqZPHv0S10uj2eHT068ddfEBMzhvffz9zpnGnhfLkHB8uEM2PRqBT5JUuGsGvXLNau/QZjYN++aJKSvIsANnv2NkqVupdq1XYyciTcc8/rTJjwN5UqhfHXtj85EH2AFY/fTImqdT3qLylpNCdPFmfx1jOoYgW6qJ5X+uQUzgUOKZa3mHWCcLNmkMGxOadOnWXkyCTq1IEePdbz778TWLLEOoZkwIC7uPvumlnWy3kkF6O6j2PGjC0XMosUgdy5s9y3J3zxxXt8+23Gp+9uP7GdmPjTVuzVW26Bgj46zj4tiwu863590FtrHYiUY0askjUVcLO1B90Uza2Q8kUCrJA0aOEgEYH2Ru1Vx45Jyp8/1emkLOFyuVR3RF3V+LRGmqvsp0/HKyysqSpWfCK5q2CaddeuPSJJWrZsrxyOUnrkkRk6mGz61OlyqsGXDVR2eFmdSW2fehrMnLlNrVq9rzVrDkvt2llO9ZchVT+uavkkHz9uPSkNGpRu/VmztsqY4oIJqlNHGjnyrKKiMvgiMkGfCcNFYVS61heKTR7e9+OPpe7dfS4vOVu3ShCvvn33ZFi3ycgmerJvXevejRyZah18PBWwHggBVnnbaSBSjjKsx46dn5yq2u4+8ZhDkQcCezzFgv/doZcH3aiDB0/LmNK68cbRfpEzdu1YFX8Vzf/9i1TLnU6X2rZ9TzBZN94offnlpXvNjx2T+vd3KiioukqUePh827i4S4OKRE76WvV65NXYtaltUvcM1y+/aNyjtTV0YeAiMGWGIzFHRAR6d9G7lotV4cKa/ebcS+7n5MnrFRExW5I1j3r11Z312Wf/ZHlaJj0ORB8QvREtBqtLl2QFL7xg7YONj/eb7MGDLcu2JwO7Gn02WkH9gjSjcyvrmKUjR1Kt52vD+h4QhRUHNTpZOg1EeyvI3ylHGdZzOJ36+o+lIgJ1+dQ/hswjdu2yvuqhQ7V69QFVqdJJI0f6x58wITFekUWDtapGwXTr/fCD9VuGPwWPWXvNeVgOx/sKCbHUrVnzaw0aNCvtTmJipDJlFN+0Uab8UI8ePaPJky1XokZfNdKN393odR+BZOqWqSIC/bXb2q459nuX8uVxXti7z//c9/g6BQdfk+274eqOqKvyfW4U/KBu3cZbmT//bH25ixb5TW7Rop1VqdL4DOvN2DZDRKDZ22dJ//6bZj2fGtbzFWCKt50GIuU4w/rDD1L58ko8FSVH55IqeGejgKkSPaSf9VVv354t8uZ1ayuBNv2R/igyzb3m5NJ6D9xKD7/WLUt/pNdc8z9BuBITnXpjfGfV7JFLCUk5NwLTxaw+uFrPT39esQnWs3ZasRAgl7Zu9W/cgNQYu3asvvjnK4WHX68CBVpbHihHj1rfmZ/iahw9ekZ58tRTmzYZP330mt1LIf1DUg91mAy/GNbLJeU4w7pokXV7v/tORRtcK4LRjr2HA6LKmqrh2l4+v9atO6zfftvl10dASTp1aLdicgfpyL3p+yxae/fvsPaYn9trzgOCtH1Qz3Fg83LFhKD1N9bItJ59+qwUTNGGDYmKqlhav1yNlu9fnun+AkZiotSgge7jU8Gjglzu+5lb0MGj++lPNm8+ppMnk/3Dql1busXHHikX4UnA9sYjG2tYh0pS587puoBlxrB6EivAJjM0bw5Vq8KoUXw84BOGj5pKxdLFsl2Nw9vXUntbNHtvbsjzz3/OnXdWZuPGY36VWaBEefJ17U6xaX/Cnj1p1qtQoRRW5Mh4ILf7tTgVKpTMUMb2rg8T7IICH47ItJ7t2tUH7mbNmmCCGjeh0YEL50bldBKdiaw+uNo6Y2r9eli5krJFC2O5mydi3c8EINyj++kv9kXv41jezRQsGMKRI2d48slv4Z57oGjRjBtngvh4ARAcnLFpG9F2BM+sDbaOYQkK8qketmH1F8ZYhw0uWMAjV5ehR4e7cDiyPzDJ0tnfcSo3lH6iOzt2dKJWrW+pVcs/P+oUdO+OgoLY+OPHaVYZNAgcjsNYESOXAs/hcBxi0KD0u16xfzlL43ew6KFmlKt7Q6ZVrFEDcuXazLRpy8jX/EbKnIZS0cp0f9nJmkNrqP9VfX7Z/Asssf4Z3PR2c4xZh3UAh+f305+8OONFOkzugCSeeeYrRo3qzMBcD8L48T6XtW7dIfLkKUPPnp65EdaLL0TYhq3wwAM+18Wz+QLIA1zt7XA4O1OOmwqQrGVJY6Q+fTRs1CQVqnuNDh5Nf9+yr7llzC265sNqmjPbKcjeyG1dv3tQ+d/Jf+G4kFRIvte8QgWlHoE+GS6XSzd8d4OKDS1mBR3JIvnzX6f8+a+T/v7bmrqZMiXLfWYHHy758Lz7nDp0kEqXllwuBQVVlcNxj8f30998ueJLEYE2HdmkuLhE1au3VHnzShs3Shn623lJ//7bBO01efKGDOv+svkXrevVyfrOd+xIty5+Wry6C/gX2Om+rgtM9VaQv1OONKySNGyYtGyZnnhjoAhFT/cbnm2ij0UfVlCEQ2/MeUNNm36tfPkWp/Qp9DMr9q8QEeij2en7VnrD0ak/6pH/FdeI5SN80t+IEcs1YcK/llNvUJCS3nxD8Un+cwXyFe1/aq/yH7gP0LzqKqldO3eck3169dUt6TfORnad3CUi0LDFwyRJBw5Ym/O+yHuTom5o5VNZt94qVa3q2TbcxiMba12VcKlu3Qzr+suwrsQKdr06Wd46bwX5O+VYw+rmZPQZ8Wq4Kr/yRLbJTPz6K8WUL6WNKxfK4SihGjWeyTbZ5xh1TwXtLRSkhDgf7EY4e1aqXFnOmjWVmOB7p/a933yomj1y6aeNP/m8b19TdnhZPfTTQ9ZxJx07SqNHa4oVrkF/pR8sP9up8WkN3Trm1vPXEyceVAjBetEE+WzUumdPjIKCjqpXr4zrRp2NUnBfh5bc10j67LMM62fGsHoyx5okKcq3ExD/MVatouDkn6ike4gMmUrs2ewJ9hv861TymVBq1mvBwYM7+OmnAdkiNzk17+hE2ZNOln34Wpb72jOoJ+zYgeODDwgOyWIgYjdnzybRs+dkRo9eToknurKziIPFexf7pG9/sTdqL/ui99G8XHMICYHRo6FjR0aPnkJQ0AQaNAi0him5vcrtLNy9kLjEOAAefLAkr976Ar3lhOXLfSKjX7+fcDpL0KDBlgzrLtqziCTjInbYEOja1SfyLyEjywt8AzwKrAOqAp8AI7y14P5OOXrE+uyzUp486j7wQ1EBPd37Xb+LjDqyV4khQYrq+rTfZaWHMylR20uEam+V4t6HSkrG0V2bdSo3Wlu/jA+1s9xyoIBq1nxOOnJEg5+qptuH1fepDF8TmxCrmdtnas+pPVbQEPd9LVLkNuXL1yTA2l3K3qi92h99UcDz48clY+Ts118bNmTdDfH337fo1lsHeRRb+LVZr+na54MVe9azLdD4aSogL9ax18uxzrwaBOT2VtBFfXbHOiRwI/BSKuWvAWvcaQPgBAqn12eONqxLlkigI8M/kimRS227vuJ3kYvefV4Cje4XoXz5WmncuHV+l5kWZ7/41PqpXRSZ3Rvm31lbiQ607S/fLy41abJJ9epdiLz/cPug8073OZ5mzaS2bSVZwcXXrg2sz6pXXHutHsxbWqGh1XX4sI8DV6TDwyNuUaID67QAD/CLYfV1Amq5jWVeIBiYA1RNp/5dwNyM+s3RhtXlsoKStmiRbSeYLm5aRofyO/RYhzmCq7V8+b5skZsqcXFS8eKKa9smU803Htmo/91p9PtD/vmOe/WyIsadjTqrpJBgDbnuwjbRnMiXK77Usn3LrPsaGmqFvMvh/L71dz0z9aI5/u+/1zcPvy5jPlCHDq5MP9B8//0affjhMo+37Lq+/toyfStXelTfp4YVmAZMTSt5KyhZvw8CXye77g30TKf+D0CXjPrN0YZVkoYMsW73tm2KT0hUpB93YZ1JOKN2j4VqdPdWKltWat06sMdRS9K80f1UoqdDGw5n7ApzMbePvV0FBhfQkZjUg2RklZEjDwkGa9Kkf5VYv6521rtKO0/u9IusrBKbEKvg/sF6ffbrF1zEJk/Wyy//ogYNeuvMmUsD1eQEPl76sYhA245vu6Ssn3vH9ZdfZk73cuUeksNRQvHxHgbQbttWqljR46mpzBjW9Bav3sc66jqtlFk2ADcYY4oYY/ICdwDlUqvoLm8D/JxG+TPGmBXGmBVHjx7NgkrZwGOPQeHCnF21hlzF89LkvtZ+EzVrxywmVUlgZ73u7Nvn4qmnAnNianJqt+tGdHguhi8Z7lW72JnTuX7Wv/S+7k2K5fPPzrXq1eOAN5g2bQnBTZpRccdxKoaX94usrLLiwAqSXEnWwpV7YwDNmjF9+hLWrh1H3rzBgVUwDW6vejsAM7fPTFmwfTtv3bGaxo1X8dxz1Zk0aZ1X/cbFwfHjn3P33b8SGprx7qkPZvYjceYMdN991iYef+GJ9QVCgTpAbSDUW+udSn9PA6uAhcAI4IM06j0ETPOkzxw/YpUs1xhJYc2ry3FvUb9NC0wb2lk3vF5SFSo8rKCg+oqNDfyIVZIGf/ig5lc0Orx9rWcNEhOla66Rq1IlJcZ6HmvVW5xOl5YvP24NYL79VgItnPPthSNPchBD/hoiItDRM0el+++3jgKSVK6c1L59zg4gU/mjymo7rm3KzHr1pJtu0vr1hxQWdoO++87D34abcy5ms9IJgpacNztfZTX4+2+PZeCnxau2wF5gPrAA2APc7q2gdPp/B+iaRtkvwKOe9HNZGFZJcrnU9f0vRAQaNWuZ7/uPj5cKFJDziSfUo8dEtWv3ie9lZJJdy+fICZrXwbNzqbYOesX6iU6a5GfNkhEVpVEzh4oItP149kQD84a7x9+tap9Usy5+/10aO1Z79li36eOPA6tbRnSb3k15B+VVXGKy41l69JBy55bOns3UHGvjxp8oX77J58Ys6XIq7pRy9zYaM+RRj4+vkfxnWLcAVZJdVwa2eCvooj6Lu1/Lu/svlEqdAsAJIJ8nfV4WhtXlkpo1U/R97cRrDtXu3MnnIpKm/2Z9rdOm+bxvX7CkUSmdyGOUGJ32NlfJipB1JJ/RuuqFsuSm5SmjRi1T1apP6fDhGK07tE5EoDFrxvhdrrdU/LCinvjliRR5r78+XdBec+YcDYxSHjJ963Q1/KqhdpxItoX03JDTfYxvfHySbrihjx5//KsM+3M6XcqV6xpVrvyER/Kn/TtNRKB5O+d5pXdmDKsnGwSOSNqe7DoSOOLpVEMa/GyM2YS1QNZN0kljzHPGmOeS1bkPmCXpTBZl5RyMgbp1yT/jN3L/WID1k8bhdHp39lNGLP7oFc7kDuKlGbFs23bap337grL9P6JQnAgeMzbdequ7t6fYGRH0wUf+nQtzs337IbZtm8rMmbu4ZvZa3psfmiM3Cmx7YRvDWw+HLVvgn3/A5eLYsaOEhq6lWbMCgVYvXe6oegfLuyynUqFKFzKvv976fufPB8DhMGzcuJRx41ayZk36/TkchpiYdcyd+5FH8vf9MprB84JoWuCaTH4CL0jL4gL3u9MXwO9AJ+AJ4DdgmLcW3N/pshixStI//0igj+57RE9HDFNCou+OAk5KiNfRfEZj65QSoLZt3/NZ3z6lWTOpUiW5ElNfBY48Eak7Owbrl/Z1sk2lffucApc++EBS9+6KC3Wo3qe1s02+13TrJoWFWfPQlxlnEy/axlqvntSy5fnLPXviVLq0VKWKFJX1ODvn2XhbPZ3On8vre4aPR6x3uVNu4DBwI9ASOAoU8ouV/y/QqBHUrMmLh3fzdd+XCQn2XRzIVXO+JzxO7Kv0MA7HYoYMecJnffuSE69354MWQfyyYVKq5a//+Tp/Vguh0cjfs02nMmUclCljrB2WjRqRO8GFc8N6ouOjs02HjHh30bu8Pfdt62LxYmjSBAXlTC+AtPh5088UercQe6KSxen97juYMOH8ZblyufnxR4iM3Mt11w3A5bo0lGNCgpP8+W/i+edTdRi6lPh4ai7dQVi7RyHY//csTcMq6cl00lN+1+xK5Vyc1sWLGfPhV1x7j+9iQX7PWsq/kYsvVr7J7bc3o1at7A+s7QkF7mzHpw2cvLfy0ke4pEULeXT8Bt6u34My4WWyVa/ixUcxbdqj0LAhAL9ViyBfSL5s1SE9xq0fx4oDKyAmBtauhWbN+OyzRYSG1mXChA2BVs8jahSrQVxSXEq3q2uvheLFU9S7/npo02YiGzYMZcaMHZf0M336EWJinOTK5Vn83LiZ0yE62j+xV1MhwzlWY0xuY0w3Y8znxphvz6XsUO6KpWNHmDCB4bN+Y920yUyYuSjLXbrkYvLmyRSNbsTuvR/Tvn3OGWldTJAjiFfrPU/dX5ay9rdvLhS4XAS/8hr3LD3FG9e/ke16lSp1gqSkPcSUqgjh4ZTbeoggh28jy2eWqLNRbDiywfJfXbYMXC5o3pwNGyAxsRh16wbulABvqFG0BuXCyzFj+4wLmRJ88AH8+GOKulOm9GD27I20bVvlkn7mzy9F7twL6NevnUdy133el9O5DM6bWmVJf0/xZPHqe6Ak0BrL3aos1kmtNpmlRAlo356hfQbBqzB6RdYXSVxLlrByTG6KryiBMSO4917fRH/yFx1rdeCduYa4/r3P52386G3LaLzzDiYsLNt1+u23l4mNXURYeC647jr2Hd7GJ/98ku16pMay/csQSrkxoGlTDh5sQbVqs7n66mw4FcIHGGNoU6UNcyLnkOhMPJcJY8fCiJTH7AQHO7jlFmujRp8+v7FnjxVkz+USP/8cT+vW4OnPZF/sIRY0KUlQnrw++yzp4YlhrSKpN3BG0mgsv9ba/lXrP0BMDLfNncbNu65m4TEP54nSIfjXKZTYtIe5v3/NgQORhIfnbMOar1Bx1t7fnMbLD7J7+Rxio45RqP9QNpfPix57LCA6pXA+mD6dAU9Wpve83rjkW8+NzLB472IcxkHjMo3hpZdgyRJcBQry999JNG8eaO28o02VNpxOOM2SfcnOF2vZEpYuhbNnL6m/aNEuBgy4j9athyLB6NHL2b+/ONdc85dH8k7GneTBm4+zst+zPvoEGeOJYT0XPPSUMaYWln9pRb9p9F8hJASGDePxNeLM7GVMnftPpruSy0X0+FHEXn8dFCxIyZLZP9rLDP/c2whnsINS30zgSKvGlD7lZMPrT/He0qzsmM4aNWs+xzXX/A+MoXm55kTFR7H56OaA6XOOYEcwt1a6lfBc4ZAvHzRtyp9/buf48ULkyzct0Op5xS2VbiHixgjKF0i2bbhVK4iPt4zrRbRoUZEuXWayZUtfChU6yFNPdSMoqC1Fi9bySN6SDTMQomXFlj76BB6QkdsA0BnLC+BGLviwPuet+4G/02XjbpWc55/XppAQmbyoQy/PQpilxpbZP0qg8mEl1KhRHx8q6F/mRs7V2Ea5lJg7VAJ9eX8FFR1aVHMj5wZMp6uvfk3h4T2lqCjFNm2gTvegr1Zk7KyebURGSm+9Je3ZowULIlW79vOaNWtroLXKOidPSg6H1Cf13+/330tBQRJ0ERjB/5Q3rwdnejmdOlUknz5qHpRyx5cXcDmEDfRXuiwN64oVEujU+x9kqZt5j1+vOFDu4If04INf+ki57GHJH99oSVkkUKEhhQJqVCXpvfesv4ojh11yFS2qcQ1zqdOvnQKqk9OVbPvlN99YCm7JOedaZYYzCWc07d9pVsyDczRtKnXtmmp9Y3ILuCQZkzt9QYsXS6A5/Z/MtK6ZMaxpTgUYY15OL/l3HP0foX59qF2bAj9Zq6GZ3YU1LSSSMU3LksSPfPrpM77U0L9ERNC0zdM03Wddnnj9JK0q3QQREQFTye1pxfIVYBo1ovnhUHad2hUwfQBGrhzJVR9dxdEzRy3/1cKFoVo1Fi48RFJSQFXLNFuPb+Wu8Xcxfev0C5mLFsFnn6VaX4rEOsjk3NpBHqAD0s70BU2eDCEh3PyCd1HVskp6c6z5M0g2WcUY6NyZvbnyElw8Ly0e7eR1F1uObWF4mf287OjEHXdc4g6Ys4mIYF7kXIoNtVa0iw0tyrzIuQE1rHXqJALVGTZsEDRsSIX9Z5jXzrNz6v3F4n2LiU2MpWjeopZhbd6cPXujufHG0rRt+15Adcss15a4lpJhJVO6XQWl7dpWoUIpIBxrySc3EA+EU6FCOm5mEgk//cjx6+qTFJ696w7pbRDol17KTiWvaF58kdJz5+AqFMSGGO9iUQJs+XMi4ZvgzOKBNGgwzw8K+o95O+fRflJ7JrabCMDEdhNpP6k983YG7nMULhxCtWq3cPXV1aFRI4zLBatXB0wfsDwCmpVthjl5EjZvhmbNWLkS4CMeeMB/cX39iTGG1pVbM2vHLJwup5XpdMJNN8E771xSf9AgcDgOA88BS4HncDgOMWhQOkLWriV09z7eKrjygozsIq05AtxR/bEOD/z44uTtnIO/02U5x5qMu55/TkFvBSnywAnvGtavr8ja1+ruu4fp9Ol4/yjnJ95d9O6FOdW+fSVZC1rvLvL/YYsecfCgXHfeqT6DW+v9v98PiApHYo6ICKx78s8/Uni4NG+e+va11np8uZc+uxm/fryIQEv2LrmQ2aiRdMMNqdYfO1aqUEEyxnrNcOHq1Cn1fbyc7v20RZb0xMdHs9zlfn0iteStIH+ny9qwLlgglzFq/TDq8M5HnrfbudP6CocO9Ztq/1Wios4qKsoKFtLoq0a68bsbA6LHlC1TRESyM7iSkqSkJDVpskrXXBMdEJ18xbEzx+To59A7C9+5kPnaa9Y5XrFZP8zxeOxxmQij/vP7Z6mfzBjW9KYCprlfR6eW/DN+/o/StCkUKcKWXwyTvh7scbNFH77MbKD31gKpBqqwyRyTJq2jQIFwBg+25v9aFWnIsv3LLuwUykbK5C/Dsw2epUGpBlZGUBAJTvjnn5ZIPbNdH19SJG8RNnXdRK8WvS5ktmwJCQkXdpdllh072DeoF+Fx2ey/6saTWAHFjDHvG2N+N8bMPZeyQ7n/DKGhmA4d6JdgaH3jfR43C58+h7dDHAwb9wUOR+DPtbpSaNWqKsa8xPHjleHTTxn84AhCYuJYd9j7OfCs0qB0A0bcOYI8JsT6BzxhAi6XGDhwIn36ZN9OIn9xddGrcZhkZqhFC3A4zsdnzTQ//kidQV9TRLms3WrZjCc7r8YBm4GrgH7ALmC5H3X6b9KpE0/IxZQGngXhPbxzA7W2n+bmUi145ZWf/Kzcf4siRfJQp8677N5dG6pVw+ESDQ6Q7YGvE52JrD+83lp4Wb/+fGDr3LmDeeut1jz0UN1s1ccfRJ2N4plpz/DbVrfnRXg4dOsG1atnreOff8bVpAlTX1lJruDs397tiWEtIukbIFHSAlkhA5v6S4QHyAAAIABJREFUWa//HnXrQt26bP98BJ3eTG+p02Lysb+o8iKMOduf7t0vjf5jkzUaNnTxzz/bcNWrD8Bj8dUIC81el501h9ZQZ0QdJm+ebLlZATRvTv/+fzJmzOURJjAjwkLDmLx5MhM3TryQ+fHH8Oijme90505YvRpHu3ZcUzwbTgtIBW9iBRw0xrQ1xtTDinBl42u++YYWxDN62NscOnYq3aoT1/3Ezqn5qFDlLEUvj8BGlxXx8d8SFVWNhRujoVIlnnLW4cl6T2arDudGyM3KNbMMa+nSUL48Awf+j1693s5WXfxFkCOI2yrfxswdM1MGuzlxAjJ7pP3kyQAMKrqZk3EnfaCl93hiWAcaYwoArwCvAl8DPfyq1X+V+vV57Nk3oDN8NiOdyD3Hj/Pa5wfIdyQPLVvGZ59+/yGefvoWHnjga0qVKmRtx1q+nCRXEgnOhGzTYfG+xZQvUJ6y4WXPbww4esyQmDiLDh08X+TM6bSp0oYjZ46w5pD7kKvYWChZ0hq5ZoYdO9hbpTiD9o8nX2hgApV7Ylj/kRQlaYOkVpIaSJrqd83+owyoVobJs0P4aVU686ZTp3LHqn+Jnj+DAQPuyj7l/kO0bFmRSZOe5uqrC8FTT3Ho+ScpNKQgU7ZMyTYdzm0MICEBmjeHtm3di+UVue++Gtmmh79pXdna5PDH9j+sjLx5oV69zC9gff45971YnOvKX0doUKhvlPQSTwzrYmPMLGPM08YYn5x1ZYzpbozZYIzZaIx5KY06LY0xa9x1FvhC7uVAnoSzVN+WSNLvPxJ1OjbVOnu/+4qEsuVwNGxgewP4kc2bj/Lll4uhdWuK9HgTp1zZtoC1N2ov+6L3WYGtQ0Nh3Djo1IkxY6YRFDSZBg2yRY1soURYCe6++m5yBSVbZGrZ0lqsi039byBNXC6Oxx5n5YkNtKzQ0pdqeocnzq5AY2A4VtjA34DHvHWYTdZXLWADkBcIBuYAVS+qUxDYBJR3XxfPqN/LeoNAchISND5PXoUY1PuTUZcURx3Zq2EGFQgK0fr1Ofsc+cud2rW7CcKUmOiUtm5Vx4EN1Hhk42yRfSbhjH779zftPrVbio6WXC5JUqFCNytfvibZokNAmTHD2vwyZ4537Vq31o5H2ogItGj3Ip+ogo9PaU1ufJdJetltYE8AWdkgUANYKilW+n97Zx5XVbU98O8GlMF5wpFBLchQQcUBREEbnDW1tPKXNrx62vB62ejr9TTLemplk5o2aKkPMzXTSnMIR8REBSPRVETFEciZWdbvj3NBQECGe7kX2N/P53zuPfvss9c6l3sX+6yz9lqShVHupWDw5sPAShE5YZJ/vhzyKhc1ajDoscdJtHdg6oODbjoc89V0/ASaNupF+/b6qZUlGT16AvAzBw8KDB3Kqz9eYu+ZvaRmplpctksNFwZ5DTKSQffrB/fdB0BCwlo2by5/xQlbRES4km6q+tSzp5GUJawUeSOSkmDDBi672ONZ35OuLbtaRtESUJIFAnWVUuOUUmuBcOAMhoEtKzFAb6VUI6WUCzAQcCvQxwtooJTarJTao5QaW4RuTymlIpVSkYllfYJog9QZ/xT1srLgf/+76divR3dj16oGz/zrl0LO1JiT++7zAXqxd689dO1Km6PJZGVnGZVSLcxX+74yHuakp8OePeDtDYCLSw38/Su2em1FICLcOedOXvjF9Fy8Th3j+/9YKSIxfvgBsrPxe3oqcf+Is5p/FUrmY40G/ICpIuIlIq+KyJ6yChSRWGA6sAFYZxq/YFZJB6ALRn2tfsAbSimvQsaaLyL+IuLfpIltlnouEx068Fvfe3F7+w1emjk3tzklM4UpWVH09XmEMf9XuerJV0buuAOcnCJYtWoz+PvjlHiBme3+SYs6LSwqNzUzlb//+HcjtnPvXuPhVUAAL7/8Az16TCU1tZImYS0GpRQ+TXxYd2RdjjsQRo2Ctm1LPsjKlYinJ3TqhFLWffZQEsPaRkReEJFyLt69gYh8KSKdRaQ3hmvhcIEuCcA6EbkmIknAVsDXXPIrA/W/XEBC9hVWRvyc27Zpx3dc/zadRoeO0qiRFZWrJtjbQ82ar7BhwyToatxWvlQzmLYNS/FjLwORpyPJys4yHlzlLAwICGD16q1ERi7A2blq/lPtf1t/Tl05xR+JfxgNKSmwaBHElGAxxKVLsGEDh4M7cNsntxN3Ic6yyt6CkhjWxkqpmebMFaCUcjW9ugMjgNACXX4AeimlHEzugu4Yy2qrDV6eLWgzuj/NnH/LTbAy6PMNbKvlyqczKjYbenVm/vzP+PHH742Vcfb2ZOwKJ+xY2I1ZlQXIiTzo0aqHYVjbtIFmzUhNfZ8RIw5aTK616X9bfyBP2FV2tuEKCC1oHgpBBN58k5VdXDhz9YwR+2tFSpor4CDmzRWwQil1AFgDPCMiF5RS45VS4yHXXbAO2A/8BnwhIlVjDV8p+N+uC6xaeZ6v12yFjAzsfvqRoMGDGP1AZ2urVm0YPfpOgoObgbMzrFvH0uDG9P2mr0VnROEJ4Xg18jIqBjz6KEyezMmTcPIk9Opl22XNy0Oruq1o79r+RlWB2rWNO4WSxLPWrw+TJrHE4Q96ulkvfjWHktxTNBKRL5VSz4vIFmBLeeNKRaRXIW2fFdifCVTOuhNmovnTz9DniQjqvPYUTQ6MZuulSwxq7UewtRWrRqSkZPLMM4vo1s2bCRPuptO5prDrVcJPhlvMJbDvzD7uanOXsTPEWAAyZ9JaYAl33vkRUHX9QFNDpuLk4HSjISQE3nsPrl0zyn4XRkoK/PQTicFdiTkfw8Pty5FnwEzoXAE2jPvYB7mnhgPDr2UQ/uWXzAKSvCs+BVp1xsnJgYULJ/Lpp6Fw5gw+S9bjlV7bogsFDj93mJn3zIRDh4yHV9nZnD17BgeHCAIC6lpMri0wvN1wBtw+4EZDSAhkZd3wNRfGunUwahQHflxgnGKF/KsF0bkCbJgZuz5gRJ+R/N/JeHYcPc1/mzZj76VUZuyYYW3Vqg12doqgoBgcHT+GM2ewe/Elxl1uQ3iC5Qyro4Oj4Qb45BMIDgYRFix4nMzMI7i41LCYXFthz+k9/HzY9NC2Z09wcDD+wRTFypXQqBFOfe/lyc5P4t/Cv2IULYZbugJEJKdE5SWgj2XV0eTl0oGujG/1Lj2BbcAf1xuSfGQU/2IZ9LS2dtWHoKBWvPcepN3WHidHR4KTavHvcxFcTr9MXUfzziBn7pjJtcxrTAmZYszSevRA7OypTguX39zyJn8k/sGA2wagateGU6eKLj+cng5r1sD999PdsyfdPW3jh1GilVca6/Du3wcS+9VFvgAESE46ADOSePfvA62tWrWibdvTZGW9xqqfj4CvL10Ssvntyd+oVcP8mZO+2f8NEQkRcPUqREdDQABz5uzA0bEby5f/YXZ5tkj/2/oTdyGOI38dMRqKq+m+aRNcvkzKkP4cSDxg0WiN0qANqw0zUZ7mYYwq6mAkVxgDTJRnrKdUNaR9++vA+4SF7YeuXXGK/gP/pp2wt7M3q5xLaZf44/wfRvzqb78Z4UaBgURHZ5GR4UKHDk3NKs9WuSnsKiEBHngAthTyzHzzZqhbl3WeWfjM8eG3U79VnKLFUKQrwBQF8JFSqqeI7KhIpcxFZmYmCQkJpKWlWVuVMtFv/d+4nj2URyQVhTFrRTljb+dKbKxthfU6OTnRqlUratSoej7Abt1aceLEFdzcnGBhGnz2Gdu2LCKmTioTuk4wm5xdp3YhiGFYQ03rcXr04Oyc+nh5bc5Z1VrladOgDV6NvFh7ZC3PdX8OGjSAVavgttsMn3Nepk+Hf/yDX/f/l9o1a9O5uW2EIhbnY30M+Aj4BLANbUtJQkICderUwdPT0+pL3MpC3caXOXM2BTJbcmf2RQ7Y1Ycal2jerCUtm9jO02ERITk5mYSEBFq3bm1tdcyOnZ0yjCoYyyxHjWLJrxNZ+ttS/u7/9/zF8MpB+Mlw7JSdUfzuuW4QHEx23XqEh2czZEj1urns37Y/i39fTFZ2Fg61akG3boXHsyoFrVoRtjqMIPcgatjbxj/24v5asUqpeMBbKbU/z/a7Uqriy1WWgbS0NBo1alQpjSqAvXMKzZvdTk2H27hIC2o63EbzZrdj71zKHJUWRilFo0aNKu2dQUn49NNttGw5krOXs8HFhUC3QC6lXyI20Xx3DgpFH88+xgOxunUhKIhNm46QnNyIOnV+vvUAVYg3gt8g4YUEHOxMc7+QENi92/A953Z6A555hvPXznMg8YB1868WoMgZq4g8pJRqBvwCDK04lcxLZTWqAM1qN4Pa0LIJQAuM1B91TZttUZk/55KQlHSF06f3s3FjAv+Xuo2hu7dBS2OWaa6CdZNDJhtvjh2Db76Bv/0Ne3s77rhjFIMGVa+CkY1dCqTEDAmBd96B7duhf3/D//zVV9CjB1viDd+rLcSv5lDs/YWInBURX4xUgXVM22kROV4Rymk0tsKECQOBwyQm3gEHD1Jv0Xc0d2xstnjWfE+zf/0VpkyBq1fp27ctsbHz6NfvpuRuVZ5F0YsY9d0oYycw0Kg9lmXK7LVrF5w+DSNGcG/be1k1epXN+FehZPlYgzGyT80G5gB/KqV6W1oxa7BkCXh6gp2d8bpkSfnHtLe3x8/Pj/bt2zNkyBAuXsxffbV///6cOnUKgMTERGrUqMG8efPy9fH09KRDhw74+fnh5+fHP/7xj9xjWVlZNG7cmEmTJuU7JyQkBG9vb3x9fenZsyeHDh0q/8VUY5o2BTc3424Uf39UWhqjac/h5IKJ2crG/D3z8frEi6SUJCN+tWFD8PJi164ksrNvfX5VJDk1me8OfEf8xXhjOevu3TB4sHFw5UqoUQMGD6aeUz2G3THMZvyrwK1LswB7AO88+17AntKWKrD0VlhplgMHDtzUVhSLF4u4uBjVIHI2FxejvTzUqlUr9/3YsWPl7bffzt1PSUmRrl275u7Pnj1bgoKCJDg4ON8YHh4ekphYeBmWn376SQIDA6VNmzaSbSrfISISHBwsu3fvFhGRefPmyZAhQ8p3ISWgNJ93ZcTX91NxcRkkcviwCEja3E/zfeblYez3Y8V1pqsxXrt2IoMHy/HjFwWUDBz4gVlkVDYOJh4UpiCf7f7sRmNGhrG1bi0yYICcv3pe3t32rpy8dNJiemCh0iw1RCR3uiMifwI29K+h5ISE3LzNmWMcmzTp5rplKSnw/PPG+6Skm88tLQEBAbmzU4DNmzcTkmeg0NBQ3n//fRISEvL1K47Q0FCef/553N3diYiIKLRP7969OXLkSOkV1uSjbVtFzZqQ0twD6tfHcd9+s/mWcyqyqgsXIDYWAgKIjBTgPYYOrZ4LHr0aeeFZ35N1R03xrPv2GVmsfvzRSE7z+OOExYcxadMkTl85bV1lC1ASwxqplPrSVDU1RCn1OcYstkqRkFB4e3Kyeca/fv06mzZtYujQG88B165dS//+RjD0yZMnOXv2LN26dWPUqFF8++23+c7v06dPritg1qxZAKSmprJp0yYGDx7MQw89RGgReSvXrFlDhw4dzHMh1ZgVK57mwoUfcalVA+65B3Fw4PEfHmfWzlnlGjfxWiJH/jpixK/++adR/jkwkP3762NnN5GHH/Yz0xVULpRS9G/bn41xG8m4nmGUp8nMhPffh48+gvvvZ3P8ZurUrGNT/lWgRK4AR2AisBL4HiMBi2Npp8aW3srrCvDwyO8GyNk8PEo8RKHY2dmJr6+v1KtXT/r27StZWVm5xzp37izp6ekiIjJjxgz517/+JSIi0dHR4u/vn0e3wl0By5Ytk4cfflhERJKSkqRVq1a54wcHB4uXl5f4+vrKsGHD5MSJE+W7kBJQ1V0BhdF1flfpvaB3ucb44eAPwhRk2/FtRkNmpkhmpvTosV86dLhmBi0rL2sPr5VhocPkzJUzRkNQkPHDNH3P233aTgYuGWhRHbCEK0BE0kXkAxEZISLDRWSWiKRb0thbg2nTjIlCXlxcjPby4OzsTFRUFMePHycjI4PZs2cDEBcXh5ubGzVrGgl5Q0NDWbhwIZ6engwdOpTo6GgOHy7+wUhoaCgbN27E09OTLl26kJycTFieqpZLliwhKiqKVatW4eZWsF6jpix4eo6hTZtHcvcD3QLZfWo3mdczizmreJrXbs7jfo/TpXkXo8HBgYxsRUREENnZL5VX5UpN/9v6s+rBVUboIYC7u/H64YecvXqW2KRYm4pfzaF6LecohjFjYP588PAwFnN4eBj7Y8aYZ/x69erx8ccf895775GZmZnPDXDo0CGuXbvGqVOniI+PJz4+nkmTJrF06dIix7t8+TLbt2/nxIkTuefMnj27SHeAxjzUqePNX3/dARcvQocOPBJ+jdSsVKLPRZd5zK4tu/LlsC9xVjUgKAiWLyc7W5g8+X+8/vqTZtS+8nLtXy8bP8ycysUvvUSzOs2ZusXOpuJXc9CGNQ9jxkB8vBF7HB9vPqOaQ6dOnfD19WXp0qWsW7cu17CGhoYyfPjwfH1HjhyZz0jm9bGOHTuWlStX0rdvXxwdb5TqGDZsGKtXryY9vcrdUNgMjz32Hy5dep1zafXg/HnuiLsEUObE15nXMzmUdMhwu+3fDzt2QGYmTk4OTJkyiIce6mRO9SslX+z9gtqO73H68inDQwe53rqXfrlqe/5VuLWPtbJs5fWxViRpaWlSmL6VHVv9vM3Jli0ikC2rVqWLDBwo4uMjd39zt8yPnF+m8X5L+E2Ygiz/Y7nIp58a5iI+Xt55J0xCQ2PNrH3lJPpstDAF+WrvV0YDVKh8LBRudRNKqafKY8yVUs8rpWKUUn8opf5ZyPEQpdQlpVSUaftPeeTZGo6OjkRGRlpbDU0ZaN8+A2jBhx++axS6i41lw/DvebJL2W7Zc2a6AW4BxsKAFi3A3Z3Jk59k4sRJtzi7etDBtQMt6rS4EXY1eTJnrpwh8MtAth3fZl3liqCsBcrLHLynlGoPPAl0AzKAdUqpn0Sk4JOabSIyuKxyNBpL0LBhTTp1eoxu3bqCf7bhN9q3j+ygnlzPvl7q1T/hCeF41POgRZ0WhmENDCQxSZGZ+TMPPaRdOnAj7GrlwZVGtqspU9gSs5SdCTtxruFsbfUKpUwzVhGZd+teRdIOiBCRFBHJArYAw29xjkZjM+zd+w7Tpw80UtmNGcPxzCQaTm/IqoOrSj1W+MlwY7aanm7MgAcMYOdOgNsZMaK92XWvrPS/rT8X0y7mJrIOOxZGXce6+DWzzRjfkuQKqKeUmqWUijRt75uKC5aVGKC3UqqRUsoFGAgUFgsUoJSKVkqtVUoVmj5IKfVUjl6JiYnlUEmjKR3Hjl0gya42LF5Mi+DBZFzPKPUDrJOXTpJwOYHAVoHg6AjLlsHjj7No0c/Y26+hSxcLKV8JuaftPXwx5Au8GhnJaDYf30wv91430graGCWZsX4FXAZGmbbLwIKyChSRWGA6sAFYB0QDWQW67QU8xMis9QlQ6FRAROaLiL+I+Ddp0qSsKmk0pSI0dB9t2jRk5sxfQIQaZ87h38K/1JmuGjo35PvR3zPUe2i+9dQbN76Hk9M0nJyKObmaUd+pPk90foLGLo05feU0fyb/aZNhVjmUxLC2FZHJIhJn2t4E2pRHqIh8KSKdRaQ38BdG9qy8xy+LyFXT+5+BGkqpxoUMpdFUOAMGtMPO7h0uXvSBDz4ANzfuqt+ZvWf2kpqZWuJxatWsxX133IdHfQ+4+26jrhNw/PhaNmxYZin1Ky1JKUnMi5zHsQvHGOI1hLvb3G1tlYqkJIY1VSkVlLOjlOoJlPzbUwhKKVfTqzswAggtcLyZMmW3UEp1M+lpplX7hTNjxwzCjoXlaws7FsaMHTPKNa4tpw2Mj4/H2dkZPz8/fH19CQwMzO23efNm6tWrlyvz7rtt90tc0dSv74Sv7yTi4rygY0cA7rnYkKzsLPacKXkajW+iv+H3c78b/tU9e8BU1qZuXUcCAtwtontlZcaOGSw/sJzxP40n/mI8qx9azYXUC+X+fVqMW8VjAb4Yt+vxwHFgH+Bb2riuAmNuAw6Yxr3L1DYeGG96/yzwh+l4BBB4qzHLG8f6a9yv0nhGY/k17tdC98uKLacNPHbsmPj4+OTuf/bZZzJ27FgREQkLC5NBgwaV4kqrRxxrDk88kSa1a/8m15OSRUCuvvlvmbRxkvyZ9GeJzr+WcU0cpjrIpI2TRMLDjdjM77+XV19dLUFB70hqatatB6lG5Pwe671bTwYsHmC232dJoAxxrLf0/IpINOCrlKpr2r9sBmPeq5C2z/K8/xT4tLxyChKyMOSmtlE+o3i669N0b9WdFnVa0G9xP5rXac6ZK2do16Qdxy8ZxRKSUpK4f9n9+c7d/OjmUskPCAhg//4b5cKKShv48MMPc+rUKVq2bHnLMXPSBs6dO5eIiAgCAgJu6tO7d28+/PDDW451+fJlGjRoULKLqeZkZCzi6tUnCYs6zF1t21Ir+gDv/GdFic+PPB1JVnaWkdFqjck3GxDAylfeIS7uB5ycdAxrXvq07sOy+5fRb3E/1h5Zy7YT21j94Gr6tLbNlIq3NKxKKUdgJOAJOOTknxSRqRbVzAo0cGpA8zrNOXHpBO713GngZD4jk5M28IknnshtW7t2Lffddx9QeNrAiRMn5vbt06cP9vZGHftx48bxwgsv5KYNnDdvHhcvXiQ0NLRQw1pc2sCjR4/i5+fHlStXSElJYdeuXbnHtm3bhp+fEc7ywAMP8Prrr5f/g6giTJjQHxeX5bRt29QIkwoPJyUzhT2n9xDkHnTLPK07TxrlrXu06gHhC6BtW2jalNTUjxg+/N2KuIRKR5/Wfbi7zd2sPbKW0T6jbdaoAiVyBawDvgVeAV7M2Uo7Nbb0Zo4lrTm3F2/8+obZbjNsOW1gQVfA0qVLpV+/fiKiXQGlYvNmkdBQmbf7M2EKciT5yC1PGRo6VLw/8TZ2VqwQ+eorOXHC8Ah8/LGF9a2k5Pw+n/npmQpzA4iUzRVQEsMaU9pBrbHZuo/14sWLEhQUJB999JGIiBw9elSGDRuW269Tp07SokUL8fDwEA8PD6lRo4b8+afhryvKsA4fPlxcXV1zz3F2dpYNGzaISH4faw4RERHi6+srvr6+8sMPP9xkWFNSUsTZ2VlEtGEtCVu2xMnbb6/L3f/93O/CFOSbqG+KPS87O1tavN9CHl31aL72115bK/CobNqUbBF9KzOW+n2WhLIY1pJEBYQrpap8+vndp3ez7P5lubcXOT6d3ad3m2V8W0gb2L17d6KiooiKispXySCH7du307Zt2/JfbDXh2Wc/4N//HklGxnWIjOTO+GvUdax7y4UCSimOPHeE6XdPh8OH4fffITubU6dOYm8fRo8edSroCioPlv59mp1bWV6Mp/cZwCFgP/A7sL+0FtzSm61mt8obFSAiMnjwYPnmm29k8ODBcuzYMRERmTx5srz66qv5+kVHR0u7du1ExJixtm/fPne2+cgjj8iCBQtk9OjR+c5JTk6Wxo0bS1paWqEz1oIcO3ZMnJycxNfXVzp27Cj+/v4SEREhInrGWhJmzDgssF9+//26yJ13igwaJPcuulc6zu1Y8kGeeUakdu3cjPga24MyzFiVcV7RKKU8ijDIx81q4cuJv7+/FMwYFRsbS7t27aykUdGkp6fTs2fPKpfhylY/b0tx4AD4+MDChTAu7FFYt443Q8fz5tapXHztInUd6xZ63gc7PyAtK41/9foXdO4MjRrBhg0Vqrum5Cil9oiIf2nOKUlpluOFbWVXU6PTBlYNvL3ByWk9y5f/BP7+cO4cjzW+hx2P78ClhkuR5y2IWsDW41vh6lWIjoaAAObMCcfZOZCVK2Mr8Ao0lkJXENBoyoi9PTg6vsPmzW8bIVeA++FzBLgFFJkc5FLaJf44/4cRv7p7t5F2MDCQffvSSUtT+PjonBdVAdtMDaPRVBK+++5rPD0bg5s9ODhAZCS/dqrPkb+O8FSXm/PB7zq1C0EMwxpqesjVowfn59bHy2sH3t4VfAEai6ANq0ZTDu65J88jiB07wNubZdteJTQmlL91/ht2Kv9NYfjJcOyUHd1adoOnu0BgINl167FjhzBkSJnzx2tsDO0K0GjKwdWrGQwb9gHvv/+rkfi6Xj0C3QK5nH6ZA4kHbup/Pfs6vT16Gw+2GjSAPn3YtOkIyclNqFt3nRWuQGMJtGHVaMqBi0sN1qyZxtdf/wzHj8PkyfS2M7JUFRbP+lbftwgbF2aUAX7nHTh9GoDbbx/KwIHlysapsSG0YS2MKVPMNpQtpw0cPnw4q1bdyCHu7e3N22+/nbs/cuRIVq5cqVMIFoOdnSI4OA57+/fgwgWYOhWPmASauDRhZ8LOfH3zhTZu2gSvvw5XrnDPPbfz559f0a+fVwVrr7EU2rAWxptvmm0oZ2dnoqKiiImJoWHDhsyePTv3WGpqKn/99VduFqvvvvuOHj16FLp6KiwsLHfV1Mcff5zbvn79ery9vVm2bBkFY5KXLFlCdHQ048aN4+WXX75pzMDAQMLDjVlVcnIytWvXZufOG8Zg586dBAYGAtCrV69c+Rs3bizHJ1L1CAysR0wMpLbxAScnVGQkAW4BxCbmD536fO/n+Mzx4a/Uv4zCgQ0bgpcX+/df5Bbh5JpKRvUyrCEhN29z5hjHUlJutOXtu3ChsZ+UdPO5pSQgICB3dgpFpw1MSEjI1684ctIGuru7ExERUWif3r17c+TIkZvae/bsmWtYw8PDGTx4MImJiYgIx44dw9nZmWbNmpXiCqsn7u7Hycoaz4rVseDnB5GRLBq+iJ1P5J+x7ji5g6SUJCNrWng4BARw4uRlfH0bMXTox0WMrqmMVC/DWhzTpsGWLcYGN96vKn3lzcLISRuYd41+3nwBhaUNzEufPn1yb8VCbUHLAAAVUElEQVRnzZoFkJs2cPDgwTz00ENF5gkoKm1gly5diImJISMjg/DwcAICAvD29iY2Npbw8HB69uyZ2zcnhaCfnx/Tpk0r9+dRlejc2R5YSmTkEWOhwJ491HWodVPqwPCT4QS6BaIuXICDByEwkN27s4FpDBrU2yq6ayxEadfA2upm1lwBULbzCsGW0waKiAQGBsrOnTslJCRE/vrrL5k9e7Z8/vnn8vTTT8vcuXNFpOR5A6pbroAcrl/PlqtXrxs7X38tUru2ZMfFyZOrn5QPd34oIiLnr54XpiAzts8Q2bFDxNFRJCxMJk8WsbMTuXTJevprigcLZbfSlIMcH+vx48fJyMjI9bHGxcXh5uZGzZo1AeOWfuHChXh6ejJ06FCio6M5fPhwcUMTGhrKxo0b8fT0pEuXLiQnJxMWdqNu15IlS4iKimLVqlW4ubmxa9eu3Fnn6tWrAcPPunXrVq5cuUKDBg3o0aMH4eHhN81YNUVjZ6eoVcv0U3rwQbh4EdW6NVFno1h5cCVA7oOsQLdACAyEy5chKIgNGw7g45NO3cLTCmgqKdqwFsbkyWYf0lbTBvbs2ZN58+bh6+sLQMeOHYmIiODEiRP4+PiY8ROo2sycuYmGDe/idFK6sdYVw4juPrWbzOuZuNZy5ZGOj9ClRRfjhJo1ychWhIf3IDv7BStqrrEE2rAWhhnDrfLSqVMnfH19Wbp0KevWrcs1rKGhoQwfPjxf35EjR+Yzknl9rGPHjmXlypX07dsXR0fH3D7Dhg1j9erVpKenl1inwMBA4uLicku6ODg44Orqir+/P3Z2+utRUtLTr3PhwmXCws7BrFnw2GMEugWSmpVK9LloerTqwTfDv8EJB+jTB77/nqysbF555Wtee+2JWwvQVC5K6zswxwY8D8RgVGL9ZzH9ugLXgftvNaat5mMtjLS0NClM38qOrX7eFcG5c4ZrfuZMEXnxRRFHRzmZFCdMQd7b8Z4c/euoUUV3716jY2iotVXWlBAqg49VKdUeeBLohlFae7BS6vZC+tkD04FfKlZDy6PTBlY9XF3B3R0iIzEiA9LTaXXiIn08+3Ag8QBtP27LqoOrjDArgMBAZszYxqpVR62qt8YyWONerx0QISIpIpIFbAGGF9LvOWAFcL4ildNoykrdujP54YfeuSkE1y19mzd6v0HHph0B6N6qO2fXf8+VJnXBzY1///txnn76JWuqrLEQ1shuFQNMU0o1AlKBgUC+6ZtSqiWGse2L4Q4oFKXUU8BTAO7u7pbSV6MpEb6+jUhOdielmTsuDRrQ8UQ6vstH4dPEh5Z1WnIo6RBttoVh1yOI1ERFZuYPPPhglrXV1liACjesIhKrlJoObACuAtFAwW/Xh8CrInK9uPrsIjIfmA9GaRbLaKzRlIzFix8HHjd2hg2jRbNmzOr3II98/wgKxf8tfYAo/wCajHiEH3YC3MnIkVZUWGMxrJKPVUS+BL4EUEq9AyQU6OIPLDUZ1cbAQKVUloiYZxmURmNBsrKycViwAIDR1zOZ+MtEElMSeaLH0zSZNBWAJaN+wd4+my5dBlhTVY2FsEo8jVLK1fTqDowA8gVfikhrEfEUEU9gOfC0NqqaykDTpkPw9ByVu789fiuC8EbvN/hq5xzCjhkLONavfxcnpzdxcrKWphpLYq1AxRVKqQPAGuAZEbmglBqvlBpvJX1o1gyUunkrbw6SnLSBPj4++Pr68sEHH5CdnZ2vT5cuXcjIyABg3759KKX45ZdfCh0nZ/vvf/+be+xW6QZ9fX259957OXv2bPkuRnNLWrYM4dq1YLhwgbQWrqx/cRjL7l/G1D5T+WNFUy4O70/YsTDi4tby889FL+bQVHJKG59lq1t541ih6K081KpVK/f9uXPn5K677pL//Oc/uW3Hjh2TIUOG5O6//PLLEhQUJOPGjStynILMnj1bgoKCJDg4OF973hwDkyZNkueee64cV3JrqnMcaw4ffGB8Z86czpYrjerI6RH3GgfS0kRq1pTjT42W6dunW1dJTamgDHGs1abm1T//CVFRZTu3qAyBfn7w4YclH8fV1ZX58+fTtWtXpkyZglIq39JWEWH58uVs2LCBXr16kZaWhlMJ7hVz0g0+/PDDnDp1Kje/a1569+6dL4+rxjIYkVZZbNuexgMBwdSONcWp7t0LGRm4D3iQSz/XoO8b77N27T9xdLS3proaC6HXLFYwbdq0ITs7m/PnjfDcvEtbd+zYQevWrWnbti0hISH8/PPPueelpqbmcwXkpBW8VbrBHH788cdCUwdqzMudd6YDDfj005mGlT14EK5cubEwICCAb7/9ma1bP9ZGtQpTbWast5pZFhPVxebNZlUlZ7kuGRkZJCQk0KaNUesoNDSUBx98EIAHH3yQRYsWMWLECOBGlqyCLF26lFGjRuWe88QTTzBx4sTc43369MHe3p6OHTvmK7uisQwNGzoSHPw699zTAzqlGN6kvXsNw9q2LTRtSnr6bO6777+3HkxTaak2htVWiIuLw97eHldXV3799VeCgoIAIxH2ihUrWL16NdOmTUNESE5O5sqVK9SpU6fI8UJDQzl37hxLliwB4PTp0xw+fJjbbzdWCYeFhdG4cWPLX5gml82bXzPeJCbCs89C48YwejQMGMDJk5CQAK+8UvTfVFP50a4AE02blq69LCQmJjJ+/HieffZZlFKsW7eOAQOMOMaNGzfi6+vLyZMniY+P5/jx44wcOTJfsb+ClCXdoMbyZGcL27fHczrTCT75BHx8YNQo+NvfmDt3PfAU7dtfsLaaGguiDauJs2cLjwkob4RSjm/Ux8eHu+++m3vvvZfJpnyvmzdvJjg4GCg6deD//ve/fOPkbK+99lqJ0g1qKp7Fi/fQq1drZs1aD1lZsGaN4WsVIT4+Dju7n+nevba11dRYEJXj76vs+Pv7S8GMUbGxsbRr185KGhVPQkICTz75JGvXrrW2KmbDlj/viuTy5XQaNPiKv/99EHM8QuE1k2sgKwvs7cnOFuzsinHqa2wKpdQeEfEvzTl6xmolWrVqVaWMquYGdes64uc3gT//dDdSCOZgqiygjWrVRxtWjcYCdOx4iZ07N5Dl1zm3bc6ccGrVCmH16kNW1ExTEWjDqtFYAJHlpKTcy7HGDXPbvJ7piU/KFvzWf2lFzTQVgQ630mgswHPPDaRVq43UeTYQmjmDUnwyVLh8CNw/tbZ2GkujDatGYwG6dGlOly7Nc/cF2LFDGDpU+1erA9oVoNFYiFWrYnjxxeUA/DbmWZKTW1C//gYra6WpCLRhLcCZM2cIDg42W4q92rWNeMX4+Hjat29/0/GIiAi6d++On58f7dq1Y4qFSm9rKp433/ycDz4YR1paFn+NeZbWre+mXz8Pa6ulqQC0YS3AW2+9xfbt25k6dWqFyBs3bhzz588nKiqKmJiY3HX/msrPo4++BBzk8GF7BgzwJi5uEf36eVlbLU0FUK0Ma0hICAsXLgQgMzOTkJAQFi9eDBhJTpRSzJ07l+zsbObOnYtSipo1awKQlJRESEgIa9asATDbjPb8+fM0b2744uzt7bnzzjvNMq7G+vTr5wa4ERmpOHToKlVkLY6mBFQrw1ocMTExuLq65hpSZ2dnXF1dmTt3rkXlvvDCC3h7ezN8+HDmzZtHWlqaReVpKg4vL3ByWs5nn33BHXfUZ/jw2dZWSVNRlDYztq1u5a0gICIyfvx4sbOzEycnJ7Gzs5MJEyaU6vzCyMn8f+zYMfHx8Sm0z5EjR2TOnDnSu3fvm6oAVCZ0BYGbqV8/RMBH4C2ZO3evtdXRlAHKUEFAz1jzcO7cOcaPH09ERATjx4+vsBpRbdu2ZcKECWzatIno6GiSk5MrRK7G8rz44jJcXNYBG3jrreaYsjtqqjhWiWNVSj0PPAko4HMR+bDA8WHAW0A2kAX8U0S2W1qvlStX5r6fPbtibtt++uknBg4ciFKKw4cPY29vT/369StEtsayLFkC777bhJSUh4HtnD49laeemgPAmDHW1U1jWSrcsCql2mMY1W5ABrBOKfWTiBzO020TsFpERCnVEVgG3FHRupqbQ4cO0apVq9z9WbNmsWLFCl544QVcXFxwcHBgyZIl2Nvrkh1VgUcecUYkr898Likpc3nkESfGjEm1ml4ay2ONGWs7IEJEUgCUUluA4cCMnA4icjVP/1oYC1cqJVevGpfi6elJZmbmTccfeOCBilZJU0GIxAEvAsuBTMAFGI7Ie1bVS2N5rOFjjQF6K6UaKaVcgIGAW8FOSqnhSqmDwE/A44UNpJR6SikVqZSKTExMtKjSGk1p8fBoDtQDrgNOQBpQFw+PZlbVS2N5KtywikgsMB3YAKwDojH8qAX7fS8idwD3YfhbCxtrvoj4i4h/kyZNLKi1RlN6pk0DO7tzwHggAhiPnd1Zpk2zsmIai2OVh1ci8iXwJYBS6h0goZi+W5VSbZVSjUUkqQyyUMWVYNWYBdHR7zdhPKBayeuvw4kT4O4+m2nT9IOr6oC1ogJcReS8UsodGAEEFDh+G3DU9PCqM1ATKHUMkpOTE8nJyTRq1EgbVwsipoqyTk5O1lbF5hgzRhvS6oi10gauUEo1wvDoPyMiF5RS4wFE5DNgJDBWKZUJpAKjpQxTolatWpGQkID2v1oeJyenfBEPGk11pkoXE9RoNJryoosJajQajQ2gDatGo9GYGW1YNRqNxsxUGR+rUuoKUJF1hRsDpQ7/0vK0PC2vUskC8BaROqU5oSoVEzxUWgdzeVBKRWp5Wp6WV/HyrHFtpT1HuwI0Go3GzGjDqtFoNGamKhnW+VqelqflVQt5Nn9tVebhlUaj0dgKVWnGqtFoNDaBNqwajUZjZiqlYVVKuSmlwpRSsUqpP0w1tFBKNVRKbVBKHTa9NrCwvAdM+9lKKbOFfxQjb6ZS6qBSar9S6nulVLmLYxUj6y2TnCil1HqlVIvyyipOXp7jLymlRCnV2JLylFJTlFKnTNcXpZQaaEl5pmPPKaUOmdpnFDdOeeUppb7Nc23xSqkoC8vzU0pFmORFKqW6WVier1Jqp1Lqd6XUGqVUXTPJc1JK/aaUijbJe9PU3loptctkW75VStUsdqDSlnW1hQ1oDnQ2va8D/AnciVHe5TVT+2vAdAvLawd4A5sB/wq4vnsBB1P7dHNcXzGy6ubp8w/gM0tem2nfDfgFOA40tvBnOQV4qQK/m32AjYCj6ZirpT/PPH3eB/5j4etbDwwwtQ8ENltY3m4g2NT+OPCWmeQpoLbpfQ1gF9ADo+7eg6b2z4AJxY1TKWesInJGRPaa3l8BYoGWwDDga1O3rzGqD1hMnojEiojZV3sVI2+9iORUW4gAyp2nrxhZl/N0M1vdsWL+dgCzgFfMJasE8sxOMfImAP8VkXTTsfMWlgeAMhIRjwJCLSxPgJxZYz3gtIXleQNbTd02YKQaNYc8kRs192qYNgH6YhQvg5LYFnNYeWtugCdwAuOPerHAsQuWlJenbTNmnLHeSp6pfQ3wf5aUBUwDTmLUKWti4b/dUOAjU3s8ZpqxFiNviknOfuAroIGF5UUBb2LMgLYAXSvou9kbiLT0dxPj7u2E6ftyCvCwsLxwYJipfSJwxYxy7E1/r6sYd4aNgSN5jrsBMcWOYYkPvKI2oDawBxhh2reoYS0oL0+7RQxrMfJeB77HFC5nSVmmY5OANy11bRjlS3cB9UzHzG5YC/muNDX9gOxM/0C+srC8GOBjjFvNbsCxivj7AXOBFy393TRd20jT+1HARgvLuwPD/bAHmAwkW+Aa6wNhQK9CDOvvxZ5rbmUqasOYov8CTMzTdghobnrfHCN/gMXk5TlmdsNalDxgHLATcKmIazMd9+AW/6HLIw/oAJw3GdR4jOKSJ4BmFXR9npa8PlPbOiAkz/5RzHQXUMx3xQE4B7Sy9HcTuMSNuHgFXK7A76cX8Js5rzHP2JOBlzGSvuQ83wgAfinuvErpYzX5jb4EYkXkgzyHVmMYHkyvP1hYnkUoSp5Sqj/wKjBURFIsLOv2PN2GAgctJU9EfhcRVxHxFBFPjOKSnUXkrCXkmdqb5+k2HGNGWW6K+a6swvDToZTywqjjVu4MTbf4bt4NHBSRIot1mlHeaSDY9L4vcNiS8pRSrqZXO+DfGA+UzCGvSU60jVLKGeMzjMWYud5v6nZr22IJK2/pDQjCcCjvx/CFRGE8iWwEbML4o24CGlpY3nAMI5COMTMo9r+YGeQdwfBh5bSV+0l9MbJWYBib/Rj+3JaWvLYCfeIxX1RAUde3CPjd1L4a052OBeXVBBabPtO9QF9Lf57AQmC8OeSU4PqCMG7LozHcOl0sLO95jAiBP4H/Yia3CtAR2GeSF4MpmgJoA/xm+g1+hym6o6hNL2nVaDQaM1MpXQEajUZjy2jDqtFoNGZGG1aNRqMxM9qwajQajZnRhlWj0WjMjDasmmqDUirUlLHrhQLtTUyZi/YppXqZskGZJbuWpnpSlaq0ajRFopRqBgSKiEchh+/CCKQfZ+pbobppqh56xqqxOkopT1O+zc9NOTDXm1a95M3zmZODttgcu6Z8mgtMeTr3KaX6mA6tB1xN+UJ75envh5FucqDpmHOB8SYqpWJM2z9Nba8opf5hej9LKfWr6f1dSqnFSil7pdRC0zm/F5wha6o+2rBqbIXbgdki4gNc5EYauG+AV0WkI8ZKqcm3GOcZABHpADwEfK2UcsJYlntURPxEZFtOZxGJAv4DfGs6lppzTCnVBXgM6I6Rk/NJpVQnjHR1OcbZH6itlKqBsUpoG+CHsVKtvUmPBWX6RDSVFm1YNbbCMZORA2NppKdSqh5QX0S2mNq/xkiDVxxBGMtVEZGDGEmzvcqoUxDwvYhcEyNH50oMg7oH6KKUqoOxnHknhoHthWFY44A2SqlPTPkdLhc6uqbKog2rxlZIz/P+OmX3/5vTQVroWCKSiZHP4DGMvKDbMCoEtMVIFnIB8MXIevYM8IUZddJUArRh1dgsInIJuJDHJ/oIRpLo4tgKjIHcLFLuGOkky8JW4D6llItSqhZG0p1teY69ZHrdBowHokQkp16XnYisAN4AOpdRvqaSoqMCNLbOOOAzpZQLxi32YwBKqfEAIlIwXdwcU//fMfK6Pioi6WV50i8ie5VSCzGyGgF8ISL7TO+3YSQc3yki15RSadwwui2BBaaUdmAkCtdUI3R2K41GozEz2hWg0Wg0ZkYbVo1GozEz2rBqNBqNmdGGVaPRaMyMNqwajUZjZrRh1Wg0GjOjDatGo9GYmf8HmVA+SMTl690AAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import csv\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import os\n",
    "import re\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "DIR_NAME = './graph_size/'\n",
    "FIG_SIZE = (5, 4)\n",
    "fontdict = {'family': 'Times New Roman', 'weight': 'normal', 'size':15}\n",
    "\n",
    "filenames = os.listdir(DIR_NAME)\n",
    "filenames_dict = {\n",
    "    'R/AEAP': [],\n",
    "    'R/AEAP-BF': [],\n",
    "    'R/AEAP-WF': [],\n",
    "    'D/AEAP': [],\n",
    "    # 'd-aeapbf': [],\n",
    "    # 'd-aeapwf': [],\n",
    "    'ILS': []\n",
    "}\n",
    "\n",
    "for filename in filenames:\n",
    "    if re.match(r'b.*(ba|rrg|er).*backtracking.*aeap\\.csv', filename):\n",
    "        filenames_dict['R/AEAP'].append(filename)\n",
    "    elif re.match(r'b.*(ba|rrg|er).*backtracking.*aeapbf\\.csv', filename):\n",
    "        filenames_dict['R/AEAP-BF'].append(filename)\n",
    "    elif re.match(r'b.*(ba|rrg|er).*backtracking.*aeapwf\\.csv', filename):\n",
    "        filenames_dict['R/AEAP-WF'].append(filename)\n",
    "    elif re.match(r'b.*(ba|rrg|er).*dijkstra.*aeap\\.csv', filename):\n",
    "        filenames_dict['D/AEAP'].append(filename)\n",
    "    # elif re.match(r'b.*t1.*dijkstra.*aeapbf\\.csv', filename):\n",
    "    #     filenames_dict['d-aeapbf'].append(filename)\n",
    "    # elif re.match(r'b.*t1.*dijkstra.*aeapwf\\.csv', filename):\n",
    "    #     filenames_dict['d-aeapwf'].append(filename)\n",
    "    elif re.match(r'o.*(ba|rrg|er).*backtracking.*aeap\\.csv', filename):  # only care about R/AEAP\n",
    "        filenames_dict['ILS'].append(filename)\n",
    "\n",
    "fig_1, ax_1 = plt.subplots(figsize=FIG_SIZE)  # no. of available flows\n",
    "ax_1.set_title('no. of available flows')\n",
    "fig_2, ax_2 = plt.subplots(figsize=FIG_SIZE)  # max. load \n",
    "ax_2.set_title('max. load')\n",
    "fig_3, ax_3 = plt.subplots(figsize=FIG_SIZE)  # avg. load\n",
    "ax_3.set_title('avg. load')\n",
    "fig_4, ax_4 = plt.subplots(figsize=FIG_SIZE)  # runtime\n",
    "# ax_4.set_title('runtime')\n",
    "fig_5, ax_5 = plt.subplots(figsize=FIG_SIZE)  # total guard band\n",
    "ax_5.set_title('avg. total guard bands')\n",
    "fig_6, ax_6 = plt.subplots(figsize=FIG_SIZE)  # avg. delay\n",
    "ax_6.set_title('avg. delay') \n",
    "fig_7, ax_7 = plt.subplots(figsize=FIG_SIZE)  # avg. reliability\n",
    "ax_7.set_title('avg. reliability')\n",
    "fig_8, ax_8 = plt.subplots(figsize=FIG_SIZE)  # relative quality\n",
    "ax_8.set_title('relative quality')\n",
    "all_no_of_flow_dict = {}\n",
    "all_no_of_available_flows_dict = {}\n",
    "all_max_load_dict = {}\n",
    "all_avg_load_dict = {}\n",
    "all_runtime_dict = {}\n",
    "all_total_guard_band_dict = {}\n",
    "all_delay_dict = {}\n",
    "all_reliability_dict = {}\n",
    "all_quality_dict = {}\n",
    "for alias in filenames_dict.keys():\n",
    "    all_no_of_flow_dict[alias] = []\n",
    "    all_no_of_available_flows_dict[alias] = []\n",
    "    all_max_load_dict[alias] = []\n",
    "    all_avg_load_dict[alias] = []\n",
    "    all_runtime_dict[alias] = []\n",
    "    all_total_guard_band_dict[alias] = []\n",
    "    all_delay_dict[alias] = []\n",
    "    all_reliability_dict[alias] = []\n",
    "    all_quality_dict[alias] = []\n",
    "for alias, filenames in filenames_dict.items():\n",
    "    for filename in filenames:\n",
    "        no_of_flow_list = []\n",
    "        no_of_available_flows_list = []\n",
    "        max_load_list = []\n",
    "        avg_load_list = []\n",
    "        runtime_list = []\n",
    "        total_guard_band_list = []\n",
    "        delay_list = []\n",
    "        reliability_list = []\n",
    "        quality_list = []\n",
    "        with open(os.path.join(DIR_NAME, filename), 'r') as file:\n",
    "            reader = csv.reader(file)\n",
    "            for line in reader:\n",
    "                no_of_flow_list.append(int(line[1]))\n",
    "                no_of_available_flows_list.append(int(line[3]))\n",
    "                max_load_list.append(float(line[7]))\n",
    "                avg_load_list.append(float(line[9]))\n",
    "                runtime_list.append(float(line[6]))\n",
    "                total_guard_band_list.append(int(line[13]))\n",
    "                delay_list.append(int(line[12]))\n",
    "                reliability_list.append(float(line[11]))\n",
    "                quality_list.append(float(line[0]) - float(line[3]) + float(line[7]) / 100)\n",
    "                # quality_list.append(float(line[3]) - float(line[7]) / 100)\n",
    "                all_no_of_flow_dict[alias].append(no_of_flow_list)\n",
    "                all_no_of_available_flows_dict[alias].append(no_of_available_flows_list)\n",
    "                all_max_load_dict[alias].append(max_load_list)\n",
    "                all_avg_load_dict[alias].append(avg_load_list)\n",
    "                all_runtime_dict[alias].append(runtime_list)\n",
    "                all_total_guard_band_dict[alias].append(total_guard_band_list)\n",
    "                all_delay_dict[alias].append(delay_list)\n",
    "                all_reliability_dict[alias].append(reliability_list)\n",
    "                all_quality_dict[alias].append(quality_list)\n",
    "for alias in filenames_dict.keys():\n",
    "    if len(all_no_of_available_flows_dict[alias]) == 0:\n",
    "        continue\n",
    "    all_no_of_flow_array = np.array(all_no_of_flow_dict[alias]).T\n",
    "    all_no_of_available_flows_array = np.array(all_no_of_available_flows_dict[alias]).T\n",
    "    all_max_load_array = np.array(all_max_load_dict[alias]).T\n",
    "    all_avg_load_array = np.array(all_avg_load_dict[alias]).T\n",
    "    all_runtime_array = np.array(all_runtime_dict[alias]).T\n",
    "    all_total_guard_band_array = np.array(all_total_guard_band_dict[alias]).T\n",
    "    all_delay_array = np.array(all_delay_dict[alias]).T\n",
    "    all_reliability_array = np.array(all_reliability_dict[alias]).T\n",
    "    all_quality_array = np.array(all_quality_dict[alias]).T\n",
    "    avg_no_of_flow_array = all_no_of_flow_array.mean(axis=1)\n",
    "    avg_no_of_available_flows_array = all_no_of_available_flows_array.mean(axis=1)\n",
    "    avg_max_load_array = all_max_load_array.mean(axis=1)\n",
    "    avg_avg_load_array = all_avg_load_array.mean(axis=1)\n",
    "    avg_runtime_array = all_runtime_array.mean(axis=1)\n",
    "    avg_total_guard_band_array = all_total_guard_band_array.mean(axis=1)\n",
    "    avg_delay_array = all_delay_array.mean(axis=1)\n",
    "    avg_reliability_array = all_reliability_array.mean(axis=1)\n",
    "    avg_quality_array = all_quality_array.mean(axis=1)\n",
    "    # draw plot\n",
    "    x = np.array(avg_no_of_flow_array)\n",
    "    # x = np.arange(11) * 10\n",
    "    tick_spacing = 1\n",
    "    # markers = {'om-aeap': 'o', 'd-aeap': 'x', 'op': '+'}\n",
    "    markers = {\n",
    "        'R/AEAP': 'o', 'R/AEAP-BF': 'x', 'R/AEAP-WF': '+',\n",
    "        'D/AEAP': 's', 'd-aeapbf': '^', 'd-aeapwf': '<',\n",
    "        'ILS': '*',\n",
    "    }\n",
    "    colors = {\n",
    "        'R/AEAP': 'blue', 'R/AEAP-BF': 'green', 'R/AEAP-WF': 'red',\n",
    "        'D/AEAP': 'blue', 'd-aeapbf': 'green', 'd-aeapwf': 'red',\n",
    "        'ILS': 'black',\n",
    "    }\n",
    "    linestyles = {\n",
    "        'R/AEAP': '--', 'R/AEAP-BF': '--', 'R/AEAP-WF': '--',\n",
    "        'D/AEAP': '-', 'd-aeapbf': '-.', 'd-aeapwf': '-.',\n",
    "        'ILS': ':',\n",
    "    }\n",
    "    # no. of available flows\n",
    "    ax_1.plot(x, avg_no_of_available_flows_array, label='{}'.format(alias), \n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_1.set_xlim(x[0], x[-1])\n",
    "    ax_1.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_1.set_xlabel('no. of flows')\n",
    "    ax_1.set_ylabel('no. of available flows')\n",
    "    ax_1.legend()\n",
    "    # max. load\n",
    "    ax_2.plot(x, avg_max_load_array * 100, label='{}'.format(alias), \n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_2.set_xlim(x[0], x[-1])\n",
    "    ax_2.set_ylim(0, 100)\n",
    "    ax_2.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_2.set_xlabel('no. of flows')\n",
    "    ax_2.set_ylabel('max. load')\n",
    "    ax_2.legend()\n",
    "    # avg. load\n",
    "    ax_3.plot(x, avg_avg_load_array * 100, label='{}'.format(alias), \n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_3.set_xlim(x[0], x[-1])\n",
    "    ax_3.set_ylim(0, 100)\n",
    "    ax_3.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_3.set_xlabel('no. of flows')\n",
    "    ax_3.set_ylabel('avg. load')\n",
    "    ax_3.legend()\n",
    "    # runtime\n",
    "    ax_4.plot(x, avg_runtime_array, label='{}'.format(alias), \n",
    "    # ax_4.plot(x, np.log10(avg_runtime_array), label='{}'.format(alias), \n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_4.set_xlim(x[0], x[-1])\n",
    "    ax_4.set_ylim(ymin=0.01, ymax=10000)\n",
    "    ax_4.set_yscale('log')\n",
    "    ax_4.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_4.set_xlabel('No. of flows', fontdict=fontdict)\n",
    "    ax_4.set_ylabel('Runtime (in sec)', fontdict=fontdict)\n",
    "    ax_4.legend(loc='right', bbox_to_anchor=(0.5, 0., 0.5, 1.3))\n",
    "    fig_4.savefig('./fig_gz_runtime.png')\n",
    "    # avg. total guard band\n",
    "    ax_5.plot(x, avg_total_guard_band_array, label='{}'.format(alias),\n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_5.set_xlim(x[0], x[-1])\n",
    "    # ax_5.set_ylim(ymin=0)\n",
    "    ax_5.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_5.set_xlabel('no. of flows')\n",
    "    ax_5.set_ylabel('avg. total guard bands')\n",
    "    ax_5.legend()\n",
    "    # avg. delay\n",
    "    ax_6.plot(x, np.log10(avg_delay_array), label='{}'.format(alias),\n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_6.set_xlim(x[0], x[-1])\n",
    "    ax_6.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_6.set_xlabel('no. of flows')\n",
    "    ax_6.set_ylabel('avg. delay')\n",
    "    ax_6.legend()\n",
    "    # avg. reliability\n",
    "    ax_7.plot(x, avg_reliability_array * 100, label='{}'.format(alias),\n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_7.set_xlim(x[0], x[-1])\n",
    "    # ax_7.set_ylim(ymax=100)\n",
    "    ax_7.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_7.set_xlabel('no. of flows')\n",
    "    ax_7.set_ylabel('avg. reliability')\n",
    "    ax_7.legend()\n",
    "    # avg. quality\n",
    "    ax_8.plot(x, avg_quality_array, label='{}'.format(alias),\n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_8.set_xlim(x[0], x[-1])\n",
    "    ax_8.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_8.set_xlabel('no. of flows')\n",
    "    ax_8.set_ylabel('relative quality')\n",
    "    ax_8.legend()\n",
    " "
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